{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "20041a5c-1676-4158-b354-69a0f6751181",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       0           1           2          3          4          5       \\\n",
      "0    track_id        type  traveled_d  avg_speed        lat        lon   \n",
      "1           1         Car       48.85   9.770344  37.977391  23.737688   \n",
      "2           2  Motorcycle       98.09  19.839417  37.977642  23.737400   \n",
      "3           3  Motorcycle       63.80  18.228752  37.977997  23.737264   \n",
      "4           4  Motorcycle      145.72  26.229014  37.978135  23.737072   \n",
      "..        ...         ...         ...        ...        ...        ...   \n",
      "918       918         Car       78.83  30.846243  37.980629  23.735083   \n",
      "919       919  Motorcycle       19.50   9.234518  37.979327  23.735628   \n",
      "920       920         Car       48.97  24.486209  37.978413  23.735528   \n",
      "921       921  Motorcycle       46.68  30.007124  37.980020  23.736861   \n",
      "922       922         Car       35.00  23.335533  37.978428  23.735538   \n",
      "\n",
      "      6        7        8           9       ... 122821 122822 122823 122824  \\\n",
      "0      speed  lon_acc  lat_acc        time  ...   None   None   None   None   \n",
      "1     4.9178   0.0518  -0.0299    0.000000  ...   None   None   None   None   \n",
      "2    16.9759  -0.0361  -0.0228    0.000000  ...   None   None   None   None   \n",
      "3    20.1906  -0.0795  -0.3395    0.000000  ...   None   None   None   None   \n",
      "4     2.7555  -0.0302   0.0948    0.000000  ...   None   None   None   None   \n",
      "..       ...      ...      ...         ...  ...    ...    ...    ...    ...   \n",
      "918  38.2160   0.0372  -0.0533  809.600000  ...   None   None   None   None   \n",
      "919   2.9344   0.0011  -0.0237  811.200000  ...   None   None   None   None   \n",
      "920  22.8316  -0.0250  -0.0808  811.600000  ...   None   None   None   None   \n",
      "921  32.3581  -0.0493  -0.1050  813.200000  ...   None   None   None   None   \n",
      "922  24.1909  -0.0077  -0.0660  813.400000  ...   None   None   None   None   \n",
      "\n",
      "    122825 122826 122827 122828 122829 122830  \n",
      "0     None   None   None   None   None   None  \n",
      "1     None   None   None   None   None   None  \n",
      "2     None   None   None   None   None   None  \n",
      "3     None   None   None   None   None   None  \n",
      "4     None   None   None   None   None   None  \n",
      "..     ...    ...    ...    ...    ...    ...  \n",
      "918   None   None   None   None   None   None  \n",
      "919   None   None   None   None   None   None  \n",
      "920   None   None   None   None   None   None  \n",
      "921   None   None   None   None   None   None  \n",
      "922   None   None   None   None   None   None  \n",
      "\n",
      "[923 rows x 122831 columns]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# %load acceleration difference.py\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import math\n",
    "\n",
    "# 读取 CSV 文件\n",
    "df = pd.read_csv(\"20181024_d1_0830_0900.csv\", encoding=\"utf-8\", header=None)\n",
    "\n",
    "# 使用 ';' 分隔列数据并转换为多个列\n",
    "df_split = df[0].str.split('; ', expand=True)\n",
    "print(df_split)\n",
    "\n",
    "x = []\n",
    "xavg=[]\n",
    "y = []\n",
    "yavg=[]\n",
    "xaccleration = []\n",
    "yaccleration = []\n",
    "accleration = []\n",
    "zhengfu = []\n",
    "feature_values = []\n",
    "speed1 = []\n",
    "acclerationdif = []\n",
    "time=[]\n",
    "transform=[]\n",
    "time1=[]\n",
    "\n",
    "# 从第二行起提取数据\n",
    "for i in range(1, len(df_split)):  # 从第二行开始\n",
    "    for j in range(0, (len(df_split.columns) -4)// 6):  # 根据数据每6列一个周期提取数据\n",
    "        # 确保x和y是数值类型\n",
    "        if pd.isnull(df_split.iloc[i, 6 * j + 4]) or (df_split.iloc[i, 6 * j + 4]==''):\n",
    "            break\n",
    "        try:\n",
    "            y_value = float(df_split.iloc[i, 6 * j + 4])  # 尝试将y值转换为float\n",
    "            y.append(y_value)\n",
    "        except ValueError:\n",
    "            print(i)\n",
    "            print(j)\n",
    "            print(df_split.iloc[i, 6 * j + 4])\n",
    "        x.append(float(df_split.iloc[i, 6 * j + 5]))  # 获取x坐标并转换为float\n",
    "        time.append(float(df_split.iloc[i, 6 * j + 9]))  # 获取x坐标并转换为float\n",
    "        # 将加速度值转换为float类型\n",
    "        xaccleration.append(float(df_split.iloc[i, 6 * j + 7]))  \n",
    "        yaccleration.append(float(df_split.iloc[i, 6 * j + 8]))  \n",
    "        # 将速度值转换为float类型\n",
    "        speed1.append(float(df_split.iloc[i, 6 * j + 6]))  # 获取特征值\n",
    "    transform.append(len(x))\n",
    "\n",
    "# 计算加速度\n",
    "accleration = list(map(lambda x, y: math.sqrt(x**2 + y**2), xaccleration, yaccleration))\n",
    "\n",
    "# 判断速度的变化趋势\n",
    "for i in range(0, len(speed1) - 1):\n",
    "    if speed1[i] <= speed1[i + 1]:\n",
    "        zhengfu.append(1)\n",
    "    else:\n",
    "        zhengfu.append(-1)\n",
    "zhengfu.append(zhengfu[len(zhengfu) - 2])  # 最后一项与倒数第二项相同\n",
    "\n",
    "# 计算特征值\n",
    "feature_values = list(map(lambda x, y: x * y, accleration, zhengfu))\n",
    "for i in range(0, len(feature_values) - 1):\n",
    "    if i+1 in transform:\n",
    "        continue\n",
    "    acclerationdif.append(feature_values[i+1] -feature_values[i])\n",
    "for i in range(0, len(x) - 1):\n",
    "    if i+1 in transform:\n",
    "        continue\n",
    "    xavg.append((x[i]+x[i+1])/2)\n",
    "for i in range(0, len(y) - 1):\n",
    "    if i+1 in transform:\n",
    "        continue\n",
    "    yavg.append((y[i]+y[i+1])/2)\n",
    "for i in range(0, len(time) - 1):\n",
    "    if i+1 in transform:\n",
    "        continue\n",
    "    time1.append(time[i+1]-time[i])\n",
    "acclerationdif = list(map(lambda x, y: math.sqrt(x**2 + y**2), acclerationdif, time1))\n",
    "\n",
    "# 绘制散点图\n",
    "plt.figure(figsize=(10, 6))  # 设置图形大小\n",
    "plt.scatter(xavg, yavg, c=acclerationdif, cmap='viridis', s=np.array(acclerationdif) / 10)  # 除以10来缩放点的大小\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.title('Scatter Plot with Feature Values')\n",
    "\n",
    "# 设置坐标轴刻度显示间隔\n",
    "plt.xticks(np.arange(min(xavg), max(xavg), (max(xavg) - min(xavg)) / 5))  # x轴每隔一定范围显示一个刻度\n",
    "plt.yticks(np.arange(min(yavg), max(yavg), (max(yavg) - min(yavg)) / 5))  # y轴每隔一定范围显示一个刻度\n",
    "\n",
    "# 旋转坐标轴标签，避免重叠\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签45度\n",
    "plt.yticks(rotation=45)  # 旋转y轴标签45度\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(True)\n",
    "\n",
    "# 添加色标\n",
    "plt.colorbar(label='Feature Value')  # 添加色标\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python39",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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